Overview
Brought to you by YData
Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 243787 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 39.1 MiB |
| Average record size in memory | 168.0 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 7 |
| Boolean | 4 |
| Text | 1 |
AccountAge is highly overall correlated with TotalCharges | High correlation |
TotalCharges is highly overall correlated with AccountAge | High correlation |
MonthlyCharges has unique values | Unique |
TotalCharges has unique values | Unique |
ViewingHoursPerWeek has unique values | Unique |
AverageViewingDuration has unique values | Unique |
UserRating has unique values | Unique |
CustomerID has unique values | Unique |
ContentDownloadsPerMonth has 4851 (2.0%) zeros | Zeros |
SupportTicketsPerMonth has 24292 (10.0%) zeros | Zeros |
WatchlistSize has 9654 (4.0%) zeros | Zeros |
Reproduction
| Analysis started | 2025-08-03 14:26:23.859405 |
|---|---|
| Analysis finished | 2025-08-03 14:26:33.968107 |
| Duration | 10.11 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
AccountAge
Real number (ℝ)
High correlation
| Distinct | 119 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60.083758 |
| Minimum | 1 |
|---|---|
| Maximum | 119 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 30 |
| median | 60 |
| Q3 | 90 |
| 95-th percentile | 114 |
| Maximum | 119 |
| Range | 118 |
| Interquartile range (IQR) | 60 |
Descriptive statistics
| Standard deviation | 34.285143 |
|---|---|
| Coefficient of variation (CV) | 0.57062249 |
| Kurtosis | -1.1992817 |
| Mean | 60.083758 |
| Median Absolute Deviation (MAD) | 30 |
| Skewness | -0.002506029 |
| Sum | 14647639 |
| Variance | 1175.471 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 93 | 2168 | 0.9% |
| 95 | 2157 | 0.9% |
| 19 | 2148 | 0.9% |
| 74 | 2143 | 0.9% |
| 99 | 2141 | 0.9% |
| 87 | 2131 | 0.9% |
| 60 | 2131 | 0.9% |
| 92 | 2130 | 0.9% |
| 13 | 2114 | 0.9% |
| 76 | 2114 | 0.9% |
| Other values (109) | 222410 |
| Value | Count | Frequency (%) |
| 1 | 2015 | |
| 2 | 1969 | |
| 3 | 2013 | |
| 4 | 2028 | |
| 5 | 1967 | |
| 6 | 2088 | |
| 7 | 2054 | |
| 8 | 1974 | |
| 9 | 2001 | |
| 10 | 1953 |
| Value | Count | Frequency (%) |
| 119 | 2071 | |
| 118 | 2008 | |
| 117 | 2066 | |
| 116 | 2064 | |
| 115 | 2017 | |
| 114 | 2006 | |
| 113 | 1990 | |
| 112 | 2102 | |
| 111 | 2090 | |
| 110 | 2069 |
MonthlyCharges
Real number (ℝ)
Unique
| Distinct | 243787 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.490695 |
| Minimum | 4.9900615 |
|---|---|
| Maximum | 19.989957 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 4.9900615 |
|---|---|
| 5-th percentile | 5.7419177 |
| Q1 | 8.7385432 |
| median | 12.495555 |
| Q3 | 16.23816 |
| 95-th percentile | 19.226437 |
| Maximum | 19.989957 |
| Range | 14.999895 |
| Interquartile range (IQR) | 7.499617 |
Descriptive statistics
| Standard deviation | 4.3276154 |
|---|---|
| Coefficient of variation (CV) | 0.34646716 |
| Kurtosis | -1.2015094 |
| Mean | 12.490695 |
| Median Absolute Deviation (MAD) | 3.7495368 |
| Skewness | -0.0035843795 |
| Sum | 3045068.9 |
| Variance | 18.728255 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 11.0552151 | 1 | < 0.1% |
| 12.88378931 | 1 | < 0.1% |
| 14.83776403 | 1 | < 0.1% |
| 5.887315074 | 1 | < 0.1% |
| 13.36096719 | 1 | < 0.1% |
| 17.18843146 | 1 | < 0.1% |
| 19.33623845 | 1 | < 0.1% |
| 13.53752198 | 1 | < 0.1% |
| 19.15785687 | 1 | < 0.1% |
| 16.56393002 | 1 | < 0.1% |
| Other values (243777) | 243777 |
| Value | Count | Frequency (%) |
| 4.990061547 | 1 | |
| 4.990112126 | 1 | |
| 4.990126433 | 1 | |
| 4.990184837 | 1 | |
| 4.990326069 | 1 | |
| 4.990379425 | 1 | |
| 4.990441189 | 1 | |
| 4.99048508 | 1 | |
| 4.990630161 | 1 | |
| 4.99079638 | 1 |
| Value | Count | Frequency (%) |
| 19.98995687 | 1 | |
| 19.98982121 | 1 | |
| 19.98975519 | 1 | |
| 19.98974143 | 1 | |
| 19.98961734 | 1 | |
| 19.98951769 | 1 | |
| 19.98948893 | 1 | |
| 19.98942455 | 1 | |
| 19.98941153 | 1 | |
| 19.98936381 | 1 |
TotalCharges
Real number (ℝ)
High correlation Unique
| Distinct | 243787 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 750.74102 |
| Minimum | 4.9911544 |
|---|---|
| Maximum | 2378.7238 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 4.9911544 |
|---|---|
| 5-th percentile | 71.255304 |
| Q1 | 329.14703 |
| median | 649.87849 |
| Q3 | 1089.3174 |
| 95-th percentile | 1766.0831 |
| Maximum | 2378.7238 |
| Range | 2373.7327 |
| Interquartile range (IQR) | 760.17034 |
Descriptive statistics
| Standard deviation | 523.07327 |
|---|---|
| Coefficient of variation (CV) | 0.69674263 |
| Kurtosis | -0.26204684 |
| Mean | 750.74102 |
| Median Absolute Deviation (MAD) | 364.48602 |
| Skewness | 0.69406771 |
| Sum | 1.830209 × 108 |
| Variance | 273605.65 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 221.104302 | 1 | < 0.1% |
| 1159.541038 | 1 | < 0.1% |
| 1721.180628 | 1 | < 0.1% |
| 359.1262195 | 1 | < 0.1% |
| 1042.155441 | 1 | < 0.1% |
| 1598.524126 | 1 | < 0.1% |
| 1411.545407 | 1 | < 0.1% |
| 974.7015825 | 1 | < 0.1% |
| 1264.418553 | 1 | < 0.1% |
| 265.0228803 | 1 | < 0.1% |
| Other values (243777) | 243777 |
| Value | Count | Frequency (%) |
| 4.991154354 | 1 | |
| 4.999861067 | 1 | |
| 5.018304003 | 1 | |
| 5.033848266 | 1 | |
| 5.047382883 | 1 | |
| 5.053362973 | 1 | |
| 5.065943606 | 1 | |
| 5.066787708 | 1 | |
| 5.081493533 | 1 | |
| 5.08541407 | 1 |
| Value | Count | Frequency (%) |
| 2378.723844 | 1 | |
| 2378.454499 | 1 | |
| 2377.774305 | 1 | |
| 2377.224228 | 1 | |
| 2375.495398 | 1 | |
| 2374.015612 | 1 | |
| 2373.837145 | 1 | |
| 2373.70029 | 1 | |
| 2373.557275 | 1 | |
| 2372.488799 | 1 |
SubscriptionType
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| Standard | |
|---|---|
| Basic | |
| Premium |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.6711063 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Premium |
|---|---|
| 2nd row | Basic |
| 3rd row | Basic |
| 4th row | Basic |
| 5th row | Premium |
Common Values
| Value | Count | Frequency (%) |
| Standard | 81920 | |
| Basic | 81050 | |
| Premium | 80817 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| standard | 81920 | |
| basic | 81050 | |
| premium | 80817 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 244890 | |
| d | 163840 | |
| r | 162737 | |
| i | 161867 | |
| m | 161634 | |
| S | 81920 | 5.0% |
| t | 81920 | 5.0% |
| n | 81920 | 5.0% |
| B | 81050 | 5.0% |
| s | 81050 | 5.0% |
| Other values (4) | 323501 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1626329 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 244890 | |
| d | 163840 | |
| r | 162737 | |
| i | 161867 | |
| m | 161634 | |
| S | 81920 | 5.0% |
| t | 81920 | 5.0% |
| n | 81920 | 5.0% |
| B | 81050 | 5.0% |
| s | 81050 | 5.0% |
| Other values (4) | 323501 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1626329 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 244890 | |
| d | 163840 | |
| r | 162737 | |
| i | 161867 | |
| m | 161634 | |
| S | 81920 | 5.0% |
| t | 81920 | 5.0% |
| n | 81920 | 5.0% |
| B | 81050 | 5.0% |
| s | 81050 | 5.0% |
| Other values (4) | 323501 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1626329 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 244890 | |
| d | 163840 | |
| r | 162737 | |
| i | 161867 | |
| m | 161634 | |
| S | 81920 | 5.0% |
| t | 81920 | 5.0% |
| n | 81920 | 5.0% |
| B | 81050 | 5.0% |
| s | 81050 | 5.0% |
| Other values (4) | 323501 |
PaymentMethod
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| Electronic check | |
|---|---|
| Credit card | |
| Bank transfer | |
| Mailed check |
Length
| Max length | 16 |
|---|---|
| Median length | 13 |
| Mean length | 13.005488 |
| Min length | 11 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mailed check |
|---|---|
| 2nd row | Credit card |
| 3rd row | Mailed check |
| 4th row | Electronic check |
| 5th row | Electronic check |
Common Values
| Value | Count | Frequency (%) |
| Electronic check | 61313 | |
| Credit card | 60924 | |
| Bank transfer | 60797 | |
| Mailed check | 60753 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| check | 122066 | |
| electronic | 61313 | |
| credit | 60924 | |
| card | 60924 | |
| bank | 60797 | |
| transfer | 60797 | |
| mailed | 60753 |
Most occurring characters
| Value | Count | Frequency (%) |
| c | 427682 | |
| e | 365853 | |
| r | 304755 | |
| 243787 | 7.7% | |
| a | 243271 | 7.7% |
| t | 183034 | 5.8% |
| i | 182990 | 5.8% |
| n | 182907 | 5.8% |
| k | 182863 | 5.8% |
| d | 182601 | 5.8% |
| Other values (9) | 670826 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3170569 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| c | 427682 | |
| e | 365853 | |
| r | 304755 | |
| 243787 | 7.7% | |
| a | 243271 | 7.7% |
| t | 183034 | 5.8% |
| i | 182990 | 5.8% |
| n | 182907 | 5.8% |
| k | 182863 | 5.8% |
| d | 182601 | 5.8% |
| Other values (9) | 670826 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3170569 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| c | 427682 | |
| e | 365853 | |
| r | 304755 | |
| 243787 | 7.7% | |
| a | 243271 | 7.7% |
| t | 183034 | 5.8% |
| i | 182990 | 5.8% |
| n | 182907 | 5.8% |
| k | 182863 | 5.8% |
| d | 182601 | 5.8% |
| Other values (9) | 670826 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3170569 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| c | 427682 | |
| e | 365853 | |
| r | 304755 | |
| 243787 | 7.7% | |
| a | 243271 | 7.7% |
| t | 183034 | 5.8% |
| i | 182990 | 5.8% |
| n | 182907 | 5.8% |
| k | 182863 | 5.8% |
| d | 182601 | 5.8% |
| Other values (9) | 670826 |
PaperlessBilling
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 238.2 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 121980 | |
| True | 121807 |
ContentType
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| Both | |
|---|---|
| TV Shows | |
| Movies |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 5.9951433 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Both |
|---|---|
| 2nd row | Movies |
| 3rd row | Movies |
| 4th row | TV Shows |
| 5th row | TV Shows |
Common Values
| Value | Count | Frequency (%) |
| Both | 81737 | |
| TV Shows | 81145 | |
| Movies | 80905 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| both | 81737 | |
| tv | 81145 | |
| shows | 81145 | |
| movies | 80905 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 243787 | |
| h | 162882 | |
| s | 162050 | |
| B | 81737 | 5.6% |
| t | 81737 | 5.6% |
| T | 81145 | 5.6% |
| V | 81145 | 5.6% |
| 81145 | 5.6% | |
| S | 81145 | 5.6% |
| w | 81145 | 5.6% |
| Other values (4) | 323620 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1461538 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 243787 | |
| h | 162882 | |
| s | 162050 | |
| B | 81737 | 5.6% |
| t | 81737 | 5.6% |
| T | 81145 | 5.6% |
| V | 81145 | 5.6% |
| 81145 | 5.6% | |
| S | 81145 | 5.6% |
| w | 81145 | 5.6% |
| Other values (4) | 323620 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1461538 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 243787 | |
| h | 162882 | |
| s | 162050 | |
| B | 81737 | 5.6% |
| t | 81737 | 5.6% |
| T | 81145 | 5.6% |
| V | 81145 | 5.6% |
| 81145 | 5.6% | |
| S | 81145 | 5.6% |
| w | 81145 | 5.6% |
| Other values (4) | 323620 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1461538 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 243787 | |
| h | 162882 | |
| s | 162050 | |
| B | 81737 | 5.6% |
| t | 81737 | 5.6% |
| T | 81145 | 5.6% |
| V | 81145 | 5.6% |
| 81145 | 5.6% | |
| S | 81145 | 5.6% |
| w | 81145 | 5.6% |
| Other values (4) | 323620 |
MultiDeviceAccess
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 238.2 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 122035 | |
| True | 121752 |
DeviceRegistered
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| Computer | |
|---|---|
| Tablet | |
| Mobile | |
| TV |
Length
| Max length | 8 |
|---|---|
| Median length | 6 |
| Mean length | 5.5076112 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Mobile |
|---|---|
| 2nd row | Tablet |
| 3rd row | Computer |
| 4th row | Tablet |
| 5th row | TV |
Common Values
| Value | Count | Frequency (%) |
| Computer | 61147 | |
| Tablet | 61143 | |
| Mobile | 60914 | |
| TV | 60583 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| computer | 61147 | |
| tablet | 61143 | |
| mobile | 60914 | |
| tv | 60583 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 183204 | |
| t | 122290 | |
| o | 122061 | |
| b | 122057 | |
| l | 122057 | |
| T | 121726 | 9.1% |
| C | 61147 | 4.6% |
| m | 61147 | 4.6% |
| p | 61147 | 4.6% |
| u | 61147 | 4.6% |
| Other values (5) | 304701 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1342684 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 183204 | |
| t | 122290 | |
| o | 122061 | |
| b | 122057 | |
| l | 122057 | |
| T | 121726 | 9.1% |
| C | 61147 | 4.6% |
| m | 61147 | 4.6% |
| p | 61147 | 4.6% |
| u | 61147 | 4.6% |
| Other values (5) | 304701 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1342684 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 183204 | |
| t | 122290 | |
| o | 122061 | |
| b | 122057 | |
| l | 122057 | |
| T | 121726 | 9.1% |
| C | 61147 | 4.6% |
| m | 61147 | 4.6% |
| p | 61147 | 4.6% |
| u | 61147 | 4.6% |
| Other values (5) | 304701 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1342684 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 183204 | |
| t | 122290 | |
| o | 122061 | |
| b | 122057 | |
| l | 122057 | |
| T | 121726 | 9.1% |
| C | 61147 | 4.6% |
| m | 61147 | 4.6% |
| p | 61147 | 4.6% |
| u | 61147 | 4.6% |
| Other values (5) | 304701 |
ViewingHoursPerWeek
Real number (ℝ)
Unique
| Distinct | 243787 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.502179 |
| Minimum | 1.0000654 |
|---|---|
| Maximum | 39.999723 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 1.0000654 |
|---|---|
| 5-th percentile | 2.9556786 |
| Q1 | 10.763953 |
| median | 20.523116 |
| Q3 | 30.219396 |
| 95-th percentile | 38.02732 |
| Maximum | 39.999723 |
| Range | 38.999658 |
| Interquartile range (IQR) | 19.455443 |
Descriptive statistics
| Standard deviation | 11.243753 |
|---|---|
| Coefficient of variation (CV) | 0.54841748 |
| Kurtosis | -1.1998167 |
| Mean | 20.502179 |
| Median Absolute Deviation (MAD) | 9.7293099 |
| Skewness | -0.0013398264 |
| Sum | 4998164.7 |
| Variance | 126.42199 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 36.75810391 | 1 | < 0.1% |
| 17.59053039 | 1 | < 0.1% |
| 35.68335488 | 1 | < 0.1% |
| 5.693638995 | 1 | < 0.1% |
| 19.23610809 | 1 | < 0.1% |
| 4.379284843 | 1 | < 0.1% |
| 31.6819025 | 1 | < 0.1% |
| 10.10222013 | 1 | < 0.1% |
| 14.87022052 | 1 | < 0.1% |
| 32.57026882 | 1 | < 0.1% |
| Other values (243777) | 243777 |
| Value | Count | Frequency (%) |
| 1.000065389 | 1 | |
| 1.000086097 | 1 | |
| 1.000133293 | 1 | |
| 1.00018081 | 1 | |
| 1.000248228 | 1 | |
| 1.000325918 | 1 | |
| 1.000397443 | 1 | |
| 1.000443967 | 1 | |
| 1.000756308 | 1 | |
| 1.000915633 | 1 |
| Value | Count | Frequency (%) |
| 39.99972314 | 1 | |
| 39.99971796 | 1 | |
| 39.99964292 | 1 | |
| 39.99961711 | 1 | |
| 39.99957754 | 1 | |
| 39.99916777 | 1 | |
| 39.9989975 | 1 | |
| 39.99883125 | 1 | |
| 39.9985596 | 1 | |
| 39.99834422 | 1 |
AverageViewingDuration
Real number (ℝ)
Unique
| Distinct | 243787 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 92.264061 |
| Minimum | 5.0005475 |
|---|---|
| Maximum | 179.99928 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 5.0005475 |
|---|---|
| 5-th percentile | 13.69635 |
| Q1 | 48.382395 |
| median | 92.249992 |
| Q3 | 135.90805 |
| 95-th percentile | 171.15799 |
| Maximum | 179.99928 |
| Range | 174.99873 |
| Interquartile range (IQR) | 87.525653 |
Descriptive statistics
| Standard deviation | 50.505243 |
|---|---|
| Coefficient of variation (CV) | 0.54739887 |
| Kurtosis | -1.2008998 |
| Mean | 92.264061 |
| Median Absolute Deviation (MAD) | 43.760873 |
| Skewness | 0.0027580626 |
| Sum | 22492779 |
| Variance | 2550.7796 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 63.53137733 | 1 | < 0.1% |
| 114.5204177 | 1 | < 0.1% |
| 98.66201871 | 1 | < 0.1% |
| 60.20356905 | 1 | < 0.1% |
| 123.5751547 | 1 | < 0.1% |
| 55.49882022 | 1 | < 0.1% |
| 116.293516 | 1 | < 0.1% |
| 87.49099203 | 1 | < 0.1% |
| 153.527901 | 1 | < 0.1% |
| 89.43429449 | 1 | < 0.1% |
| Other values (243777) | 243777 |
| Value | Count | Frequency (%) |
| 5.000547486 | 1 | |
| 5.000937119 | 1 | |
| 5.002643095 | 1 | |
| 5.002748913 | 1 | |
| 5.00341399 | 1 | |
| 5.003741659 | 1 | |
| 5.004575147 | 1 | |
| 5.004932694 | 1 | |
| 5.005317525 | 1 | |
| 5.005780925 | 1 |
| Value | Count | Frequency (%) |
| 179.9992751 | 1 | |
| 179.9990502 | 1 | |
| 179.9990248 | 1 | |
| 179.998513 | 1 | |
| 179.9984585 | 1 | |
| 179.9978052 | 1 | |
| 179.9976453 | 1 | |
| 179.9968864 | 1 | |
| 179.9966445 | 1 | |
| 179.9964961 | 1 |
ContentDownloadsPerMonth
Real number (ℝ)
Zeros
| Distinct | 50 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.503513 |
| Minimum | 0 |
|---|---|
| Maximum | 49 |
| Zeros | 4851 |
| Zeros (%) | 2.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 12 |
| median | 24 |
| Q3 | 37 |
| 95-th percentile | 47 |
| Maximum | 49 |
| Range | 49 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 14.421174 |
|---|---|
| Coefficient of variation (CV) | 0.58853494 |
| Kurtosis | -1.2013526 |
| Mean | 24.503513 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.00042730885 |
| Sum | 5973638 |
| Variance | 207.97025 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 17 | 4999 | 2.1% |
| 8 | 4996 | 2.0% |
| 39 | 4995 | 2.0% |
| 23 | 4959 | 2.0% |
| 40 | 4952 | 2.0% |
| 43 | 4952 | 2.0% |
| 44 | 4951 | 2.0% |
| 4 | 4949 | 2.0% |
| 33 | 4929 | 2.0% |
| 42 | 4922 | 2.0% |
| Other values (40) | 194183 |
| Value | Count | Frequency (%) |
| 0 | 4851 | |
| 1 | 4763 | |
| 2 | 4817 | |
| 3 | 4914 | |
| 4 | 4949 | |
| 5 | 4897 | |
| 6 | 4875 | |
| 7 | 4860 | |
| 8 | 4996 | |
| 9 | 4814 |
| Value | Count | Frequency (%) |
| 49 | 4877 | |
| 48 | 4838 | |
| 47 | 4776 | |
| 46 | 4867 | |
| 45 | 4795 | |
| 44 | 4951 | |
| 43 | 4952 | |
| 42 | 4922 | |
| 41 | 4812 | |
| 40 | 4952 |
GenrePreference
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
| Comedy | |
|---|---|
| Fantasy | |
| Drama | |
| Action | |
| Sci-Fi |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.0008655 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Sci-Fi |
|---|---|
| 2nd row | Action |
| 3rd row | Fantasy |
| 4th row | Drama |
| 5th row | Comedy |
Common Values
| Value | Count | Frequency (%) |
| Comedy | 49060 | |
| Fantasy | 48955 | |
| Drama | 48744 | |
| Action | 48690 | |
| Sci-Fi | 48338 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| comedy | 49060 | |
| fantasy | 48955 | |
| drama | 48744 | |
| action | 48690 | |
| sci-fi | 48338 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 195398 | |
| i | 145366 | 9.9% |
| y | 98015 | 6.7% |
| m | 97804 | 6.7% |
| o | 97750 | 6.7% |
| t | 97645 | 6.7% |
| n | 97645 | 6.7% |
| F | 97293 | 6.7% |
| c | 97028 | 6.6% |
| C | 49060 | 3.4% |
| Other values (8) | 389929 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1462933 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 195398 | |
| i | 145366 | 9.9% |
| y | 98015 | 6.7% |
| m | 97804 | 6.7% |
| o | 97750 | 6.7% |
| t | 97645 | 6.7% |
| n | 97645 | 6.7% |
| F | 97293 | 6.7% |
| c | 97028 | 6.6% |
| C | 49060 | 3.4% |
| Other values (8) | 389929 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1462933 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 195398 | |
| i | 145366 | 9.9% |
| y | 98015 | 6.7% |
| m | 97804 | 6.7% |
| o | 97750 | 6.7% |
| t | 97645 | 6.7% |
| n | 97645 | 6.7% |
| F | 97293 | 6.7% |
| c | 97028 | 6.6% |
| C | 49060 | 3.4% |
| Other values (8) | 389929 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1462933 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 195398 | |
| i | 145366 | 9.9% |
| y | 98015 | 6.7% |
| m | 97804 | 6.7% |
| o | 97750 | 6.7% |
| t | 97645 | 6.7% |
| n | 97645 | 6.7% |
| F | 97293 | 6.7% |
| c | 97028 | 6.6% |
| C | 49060 | 3.4% |
| Other values (8) | 389929 |
UserRating
Real number (ℝ)
Unique
| Distinct | 243787 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0027127 |
| Minimum | 1.0000074 |
|---|---|
| Maximum | 4.9999894 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 1.0000074 |
|---|---|
| 5-th percentile | 1.2026707 |
| Q1 | 2.000853 |
| median | 3.0022614 |
| Q3 | 4.0021573 |
| 95-th percentile | 4.8019608 |
| Maximum | 4.9999894 |
| Range | 3.999982 |
| Interquartile range (IQR) | 2.0013043 |
Descriptive statistics
| Standard deviation | 1.1552591 |
|---|---|
| Coefficient of variation (CV) | 0.38473848 |
| Kurtosis | -1.2018115 |
| Mean | 3.0027127 |
| Median Absolute Deviation (MAD) | 1.0006059 |
| Skewness | -0.00095780411 |
| Sum | 732022.33 |
| Variance | 1.3346237 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.176497515 | 1 | < 0.1% |
| 1.695150915 | 1 | < 0.1% |
| 2.295504648 | 1 | < 0.1% |
| 2.696378122 | 1 | < 0.1% |
| 4.882394783 | 1 | < 0.1% |
| 1.745561648 | 1 | < 0.1% |
| 2.723127467 | 1 | < 0.1% |
| 2.313576574 | 1 | < 0.1% |
| 3.045026176 | 1 | < 0.1% |
| 3.71845463 | 1 | < 0.1% |
| Other values (243777) | 243777 |
| Value | Count | Frequency (%) |
| 1.000007378 | 1 | |
| 1.000039325 | 1 | |
| 1.000049907 | 1 | |
| 1.000052364 | 1 | |
| 1.000057666 | 1 | |
| 1.000068362 | 1 | |
| 1.000080538 | 1 | |
| 1.000082498 | 1 | |
| 1.000104797 | 1 | |
| 1.000130054 | 1 |
| Value | Count | Frequency (%) |
| 4.999989412 | 1 | |
| 4.999982428 | 1 | |
| 4.999973277 | 1 | |
| 4.99996787 | 1 | |
| 4.999942379 | 1 | |
| 4.999936482 | 1 | |
| 4.999934065 | 1 | |
| 4.999909322 | 1 | |
| 4.999849698 | 1 | |
| 4.999844547 | 1 |
SupportTicketsPerMonth
Real number (ℝ)
Zeros
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.504186 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 24292 |
| Zeros (%) | 10.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 4 |
| Q3 | 7 |
| 95-th percentile | 9 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.8725484 |
|---|---|
| Coefficient of variation (CV) | 0.63775082 |
| Kurtosis | -1.2255379 |
| Mean | 4.504186 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.00089641856 |
| Sum | 1098062 |
| Variance | 8.251534 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 7 | 24626 | |
| 4 | 24618 | |
| 2 | 24477 | |
| 9 | 24435 | |
| 8 | 24400 | |
| 3 | 24360 | |
| 6 | 24296 | |
| 0 | 24292 | |
| 1 | 24283 | |
| 5 | 24000 |
| Value | Count | Frequency (%) |
| 0 | 24292 | |
| 1 | 24283 | |
| 2 | 24477 | |
| 3 | 24360 | |
| 4 | 24618 | |
| 5 | 24000 | |
| 6 | 24296 | |
| 7 | 24626 | |
| 8 | 24400 | |
| 9 | 24435 |
| Value | Count | Frequency (%) |
| 9 | 24435 | |
| 8 | 24400 | |
| 7 | 24626 | |
| 6 | 24296 | |
| 5 | 24000 | |
| 4 | 24618 | |
| 3 | 24360 | |
| 2 | 24477 | |
| 1 | 24283 | |
| 0 | 24292 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.0002994 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Male |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Female | 121930 | |
| Male | 121857 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 121930 | |
| male | 121857 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 365717 | |
| a | 243787 | |
| l | 243787 | |
| F | 121930 | 10.0% |
| m | 121930 | 10.0% |
| M | 121857 | 10.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1219008 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 365717 | |
| a | 243787 | |
| l | 243787 | |
| F | 121930 | 10.0% |
| m | 121930 | 10.0% |
| M | 121857 | 10.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1219008 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 365717 | |
| a | 243787 | |
| l | 243787 | |
| F | 121930 | 10.0% |
| m | 121930 | 10.0% |
| M | 121857 | 10.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1219008 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 365717 | |
| a | 243787 | |
| l | 243787 | |
| F | 121930 | 10.0% |
| m | 121930 | 10.0% |
| M | 121857 | 10.0% |
WatchlistSize
Real number (ℝ)
Zeros
| Distinct | 25 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.018508 |
| Minimum | 0 |
|---|---|
| Maximum | 24 |
| Zeros | 9654 |
| Zeros (%) | 4.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.9 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 12 |
| Q3 | 18 |
| 95-th percentile | 23 |
| Maximum | 24 |
| Range | 24 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 7.1930342 |
|---|---|
| Coefficient of variation (CV) | 0.59849644 |
| Kurtosis | -1.1995119 |
| Mean | 12.018508 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.0045001718 |
| Sum | 2929956 |
| Variance | 51.739741 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=25)
| Value | Count | Frequency (%) |
| 16 | 9945 | 4.1% |
| 14 | 9882 | 4.1% |
| 10 | 9862 | 4.0% |
| 17 | 9860 | 4.0% |
| 19 | 9839 | 4.0% |
| 7 | 9825 | 4.0% |
| 12 | 9820 | 4.0% |
| 21 | 9819 | 4.0% |
| 18 | 9799 | 4.0% |
| 11 | 9793 | 4.0% |
| Other values (15) | 145343 |
| Value | Count | Frequency (%) |
| 0 | 9654 | |
| 1 | 9600 | |
| 2 | 9691 | |
| 3 | 9652 | |
| 4 | 9698 | |
| 5 | 9705 | |
| 6 | 9769 | |
| 7 | 9825 | |
| 8 | 9745 | |
| 9 | 9739 |
| Value | Count | Frequency (%) |
| 24 | 9618 | |
| 23 | 9684 | |
| 22 | 9737 | |
| 21 | 9819 | |
| 20 | 9707 | |
| 19 | 9839 | |
| 18 | 9799 | |
| 17 | 9860 | |
| 16 | 9945 | |
| 15 | 9759 |
ParentalControl
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 238.2 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 122085 | |
| False | 121702 |
SubtitlesEnabled
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 238.2 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 122180 | |
| False | 121607 |
CustomerID
Text
Unique
| Distinct | 243787 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 MiB |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Unique
| Unique | 243787 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | CB6SXPNVZA |
|---|---|
| 2nd row | S7R2G87O09 |
| 3rd row | EASDC20BDT |
| 4th row | NPF69NT69N |
| 5th row | 4LGYPK7VOL |
| Value | Count | Frequency (%) |
| cb6sxpnvza | 1 | < 0.1% |
| qfp5alfkj5 | 1 | < 0.1% |
| a8421ll8kc | 1 | < 0.1% |
| iqnesr4w65 | 1 | < 0.1% |
| easdc20bdt | 1 | < 0.1% |
| npf69nt69n | 1 | < 0.1% |
| 4lgypk7vol | 1 | < 0.1% |
| jy5hs0gwhw | 1 | < 0.1% |
| 79xso6p5o3 | 1 | < 0.1% |
| 2ldc9aq3c5 | 1 | < 0.1% |
| Other values (243777) | 243777 |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 68214 | 2.8% |
| 6 | 68024 | 2.8% |
| X | 68013 | 2.8% |
| G | 67974 | 2.8% |
| O | 67962 | 2.8% |
| N | 67961 | 2.8% |
| Z | 67949 | 2.8% |
| R | 67948 | 2.8% |
| D | 67937 | 2.8% |
| 1 | 67936 | 2.8% |
| Other values (26) | 1757952 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2437870 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| M | 68214 | 2.8% |
| 6 | 68024 | 2.8% |
| X | 68013 | 2.8% |
| G | 67974 | 2.8% |
| O | 67962 | 2.8% |
| N | 67961 | 2.8% |
| Z | 67949 | 2.8% |
| R | 67948 | 2.8% |
| D | 67937 | 2.8% |
| 1 | 67936 | 2.8% |
| Other values (26) | 1757952 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2437870 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| M | 68214 | 2.8% |
| 6 | 68024 | 2.8% |
| X | 68013 | 2.8% |
| G | 67974 | 2.8% |
| O | 67962 | 2.8% |
| N | 67961 | 2.8% |
| Z | 67949 | 2.8% |
| R | 67948 | 2.8% |
| D | 67937 | 2.8% |
| 1 | 67936 | 2.8% |
| Other values (26) | 1757952 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2437870 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| M | 68214 | 2.8% |
| 6 | 68024 | 2.8% |
| X | 68013 | 2.8% |
| G | 67974 | 2.8% |
| O | 67962 | 2.8% |
| N | 67961 | 2.8% |
| Z | 67949 | 2.8% |
| R | 67948 | 2.8% |
| D | 67937 | 2.8% |
| 1 | 67936 | 2.8% |
| Other values (26) | 1757952 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 199605 | |
| 1 | 44182 | 18.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 199605 | |
| 1 | 44182 | 18.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 199605 | |
| 1 | 44182 | 18.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 243787 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 199605 | |
| 1 | 44182 | 18.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 243787 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 199605 | |
| 1 | 44182 | 18.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 243787 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 199605 | |
| 1 | 44182 | 18.1% |
Interactions
Correlations
| AccountAge | AverageViewingDuration | Churn | ContentDownloadsPerMonth | ContentType | DeviceRegistered | Gender | GenrePreference | MonthlyCharges | MultiDeviceAccess | PaperlessBilling | ParentalControl | PaymentMethod | SubscriptionType | SubtitlesEnabled | SupportTicketsPerMonth | TotalCharges | UserRating | ViewingHoursPerWeek | WatchlistSize | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| AccountAge | 1.000 | 0.000 | 0.198 | 0.001 | 0.002 | 0.002 | 0.000 | 0.001 | 0.002 | 0.005 | 0.000 | 0.000 | 0.001 | 0.002 | 0.000 | -0.002 | 0.856 | 0.000 | -0.002 | -0.003 |
| AverageViewingDuration | 0.000 | 1.000 | 0.147 | -0.002 | 0.000 | 0.003 | 0.000 | 0.000 | -0.001 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | -0.000 | -0.001 | -0.000 | 0.001 | 0.001 |
| Churn | 0.198 | 0.147 | 1.000 | 0.129 | 0.013 | 0.000 | 0.007 | 0.026 | 0.100 | 0.000 | 0.000 | 0.005 | 0.031 | 0.036 | 0.012 | 0.084 | 0.135 | 0.021 | 0.128 | 0.021 |
| ContentDownloadsPerMonth | 0.001 | -0.002 | 0.129 | 1.000 | 0.002 | 0.000 | 0.003 | 0.003 | -0.000 | 0.003 | 0.000 | 0.003 | 0.002 | 0.005 | 0.000 | -0.000 | 0.000 | 0.001 | 0.002 | 0.002 |
| ContentType | 0.002 | 0.000 | 0.013 | 0.002 | 1.000 | 0.000 | 0.004 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.005 | 0.000 | 0.004 | 0.000 | 0.000 |
| DeviceRegistered | 0.002 | 0.003 | 0.000 | 0.000 | 0.000 | 1.000 | 0.003 | 0.000 | 0.000 | 0.003 | 0.004 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.003 | 0.002 |
| Gender | 0.000 | 0.000 | 0.007 | 0.003 | 0.004 | 0.003 | 1.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.004 | 0.005 |
| GenrePreference | 0.001 | 0.000 | 0.026 | 0.003 | 0.000 | 0.000 | 0.000 | 1.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.002 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 |
| MonthlyCharges | 0.002 | -0.001 | 0.100 | -0.000 | 0.004 | 0.000 | 0.000 | 0.002 | 1.000 | 0.000 | 0.004 | 0.005 | 0.002 | 0.000 | 0.000 | 0.000 | 0.459 | 0.000 | -0.003 | -0.001 |
| MultiDeviceAccess | 0.005 | 0.003 | 0.000 | 0.003 | 0.000 | 0.003 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.003 | 0.008 | 0.005 | 0.000 | 0.000 |
| PaperlessBilling | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.003 | 0.000 | 0.004 | 0.000 | 1.000 | 0.000 | 0.000 | 0.002 | 0.002 | 0.005 | 0.000 | 0.000 | 0.000 | 0.005 |
| ParentalControl | 0.000 | 0.000 | 0.005 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.001 | 0.000 | 0.000 | 0.004 |
| PaymentMethod | 0.001 | 0.000 | 0.031 | 0.002 | 0.003 | 0.005 | 0.002 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 1.000 | 0.002 | 0.002 | 0.002 | 0.000 | 0.002 | 0.000 | 0.000 |
| SubscriptionType | 0.002 | 0.000 | 0.036 | 0.005 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.002 | 0.000 | 0.002 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 |
| SubtitlesEnabled | 0.000 | 0.000 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.002 | 0.000 | 0.001 | 0.002 | 0.002 | 0.002 | 0.000 | 1.000 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 |
| SupportTicketsPerMonth | -0.002 | -0.000 | 0.084 | -0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.005 | 0.000 | 0.002 | 0.000 | 0.003 | 1.000 | -0.002 | -0.000 | 0.001 | 0.001 |
| TotalCharges | 0.856 | -0.001 | 0.135 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.459 | 0.008 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | -0.002 | 1.000 | 0.000 | -0.003 | -0.002 |
| UserRating | 0.000 | -0.000 | 0.021 | 0.001 | 0.004 | 0.003 | 0.002 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.002 | 0.000 | 0.000 | -0.000 | 0.000 | 1.000 | -0.003 | 0.003 |
| ViewingHoursPerWeek | -0.002 | 0.001 | 0.128 | 0.002 | 0.000 | 0.003 | 0.004 | 0.000 | -0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | -0.003 | -0.003 | 1.000 | -0.001 |
| WatchlistSize | -0.003 | 0.001 | 0.021 | 0.002 | 0.000 | 0.002 | 0.005 | 0.001 | -0.001 | 0.000 | 0.005 | 0.004 | 0.000 | 0.004 | 0.000 | 0.001 | -0.002 | 0.003 | -0.001 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| AccountAge | MonthlyCharges | TotalCharges | SubscriptionType | PaymentMethod | PaperlessBilling | ContentType | MultiDeviceAccess | DeviceRegistered | ViewingHoursPerWeek | AverageViewingDuration | ContentDownloadsPerMonth | GenrePreference | UserRating | SupportTicketsPerMonth | Gender | WatchlistSize | ParentalControl | SubtitlesEnabled | CustomerID | Churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 20 | 11.055215 | 221.104302 | Premium | Mailed check | No | Both | No | Mobile | 36.758104 | 63.531377 | 10 | Sci-Fi | 2.176498 | 4 | Male | 3 | No | No | CB6SXPNVZA | 0 |
| 1 | 57 | 5.175208 | 294.986882 | Basic | Credit card | Yes | Movies | No | Tablet | 32.450568 | 25.725595 | 18 | Action | 3.478632 | 8 | Male | 23 | No | Yes | S7R2G87O09 | 0 |
| 2 | 73 | 12.106657 | 883.785952 | Basic | Mailed check | Yes | Movies | No | Computer | 7.395160 | 57.364061 | 23 | Fantasy | 4.238824 | 6 | Male | 1 | Yes | Yes | EASDC20BDT | 0 |
| 3 | 32 | 7.263743 | 232.439774 | Basic | Electronic check | No | TV Shows | No | Tablet | 27.960389 | 131.537507 | 30 | Drama | 4.276013 | 2 | Male | 24 | Yes | Yes | NPF69NT69N | 0 |
| 4 | 57 | 16.953078 | 966.325422 | Premium | Electronic check | Yes | TV Shows | No | TV | 20.083397 | 45.356653 | 20 | Comedy | 3.616170 | 4 | Female | 0 | No | No | 4LGYPK7VOL | 0 |
| 5 | 113 | 7.295744 | 824.419081 | Premium | Mailed check | Yes | Both | No | Mobile | 21.678290 | 97.095746 | 35 | Comedy | 3.721134 | 8 | Female | 2 | Yes | Yes | JY5HS0GWHW | 0 |
| 6 | 38 | 12.340675 | 468.945639 | Premium | Bank transfer | No | Both | No | Computer | 36.512761 | 81.782993 | 28 | Action | 4.090868 | 9 | Female | 20 | No | Yes | 79XSO6P5O3 | 0 |
| 7 | 25 | 7.247550 | 181.188753 | Standard | Electronic check | Yes | TV Shows | No | TV | 16.355816 | 154.521682 | 10 | Fantasy | 3.410221 | 2 | Female | 22 | No | No | 2LDC9AQ3C5 | 0 |
| 8 | 26 | 19.803233 | 514.884050 | Standard | Bank transfer | No | Movies | No | Tablet | 8.202929 | 94.375211 | 28 | Fantasy | 2.679986 | 0 | Male | 5 | Yes | Yes | 74DURHL3Y8 | 1 |
| 9 | 14 | 18.842934 | 263.801080 | Standard | Bank transfer | No | Movies | No | Computer | 38.560694 | 122.012890 | 0 | Comedy | 2.993441 | 0 | Male | 18 | No | No | CY8S2R3A1T | 0 |
| AccountAge | MonthlyCharges | TotalCharges | SubscriptionType | PaymentMethod | PaperlessBilling | ContentType | MultiDeviceAccess | DeviceRegistered | ViewingHoursPerWeek | AverageViewingDuration | ContentDownloadsPerMonth | GenrePreference | UserRating | SupportTicketsPerMonth | Gender | WatchlistSize | ParentalControl | SubtitlesEnabled | CustomerID | Churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 243777 | 45 | 6.582492 | 296.212157 | Standard | Credit card | Yes | TV Shows | No | TV | 23.087931 | 37.832329 | 27 | Drama | 3.748099 | 1 | Female | 12 | Yes | Yes | FQ2HIE4Z9G | 1 |
| 243778 | 46 | 11.598542 | 533.532929 | Basic | Mailed check | Yes | TV Shows | No | Computer | 32.676961 | 160.031749 | 29 | Sci-Fi | 1.801327 | 3 | Female | 3 | Yes | Yes | JNHOX08RU4 | 0 |
| 243779 | 94 | 15.276303 | 1435.972490 | Standard | Electronic check | Yes | Movies | No | Computer | 28.677720 | 86.025920 | 19 | Sci-Fi | 1.050123 | 8 | Male | 24 | Yes | No | AWR6P119AJ | 0 |
| 243780 | 18 | 10.444138 | 187.994487 | Standard | Mailed check | Yes | Movies | Yes | TV | 8.914346 | 24.658081 | 23 | Fantasy | 1.417945 | 7 | Male | 3 | Yes | Yes | PQQRAZXQ5U | 0 |
| 243781 | 35 | 13.499269 | 472.474410 | Standard | Electronic check | No | TV Shows | Yes | Computer | 34.262111 | 33.147820 | 17 | Comedy | 3.565672 | 3 | Male | 6 | No | No | PBWH0TU5H7 | 0 |
| 243782 | 77 | 9.639902 | 742.272460 | Basic | Mailed check | No | Movies | No | Computer | 13.502729 | 80.367312 | 47 | Sci-Fi | 3.697451 | 1 | Male | 8 | Yes | No | FBZ38J108Z | 0 |
| 243783 | 117 | 13.049257 | 1526.763053 | Premium | Credit card | No | TV Shows | Yes | TV | 24.963291 | 59.818441 | 35 | Comedy | 1.449742 | 4 | Male | 20 | No | No | W4AO1Y6NAI | 0 |
| 243784 | 113 | 14.514569 | 1640.146267 | Premium | Credit card | Yes | TV Shows | No | TV | 10.628728 | 176.186095 | 44 | Action | 4.012217 | 6 | Male | 13 | Yes | Yes | 0H3SWWI7IU | 0 |
| 243785 | 7 | 18.140555 | 126.983887 | Premium | Bank transfer | Yes | TV Shows | No | TV | 30.466782 | 153.386315 | 36 | Fantasy | 2.135789 | 7 | Female | 5 | No | Yes | 63SJ44RT4A | 0 |
| 243786 | 90 | 11.593774 | 1043.439704 | Premium | Mailed check | No | Both | No | TV | 24.972537 | 84.824498 | 11 | Action | 1.428896 | 3 | Female | 1 | Yes | No | A6IN701VRY | 0 |